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1.
Annu Rev Immunol ; 42(1): 647-677, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38424658

RESUMEN

Lymphocytes spanning the entire innate-adaptive spectrum can stably reside in tissues and constitute an integral component of the local defense network against immunological challenges. In tight interactions with the epithelium and endothelium, tissue-resident lymphocytes sense antigens and alarmins elicited by infectious microbes and abiotic stresses at barrier sites and mount effector responses to restore tissue homeostasis. Of note, such a host cell-directed immune defense system has been recently demonstrated to surveil epithelial cell transformation and carcinoma development, as well as cancer cell metastasis at selected distant organs, and thus represents a primordial cancer immune defense module. Here we review how distinct lineages of tissue-resident innate lymphoid cells, innate-like T cells, and adaptive T cells participate in a form of multilayered cancer immunity in murine models and patients, and how their convergent effector programs may be targeted through both shared and private regulatory pathways for cancer immunotherapy.


Asunto(s)
Inmunidad Innata , Neoplasias , Humanos , Animales , Neoplasias/inmunología , Neoplasias/terapia , Linfocitos/inmunología , Linfocitos/metabolismo , Microambiente Tumoral/inmunología , Inmunidad Adaptativa , Inmunoterapia/métodos
2.
Cell ; 186(13): 2911-2928.e20, 2023 06 22.
Artículo en Inglés | MEDLINE | ID: mdl-37269832

RESUMEN

Animals with complex nervous systems demand sleep for memory consolidation and synaptic remodeling. Here, we show that, although the Caenorhabditis elegans nervous system has a limited number of neurons, sleep is necessary for both processes. In addition, it is unclear if, in any system, sleep collaborates with experience to alter synapses between specific neurons and whether this ultimately affects behavior. C. elegans neurons have defined connections and well-described contributions to behavior. We show that spaced odor-training and post-training sleep induce long-term memory. Memory consolidation, but not acquisition, requires a pair of interneurons, the AIYs, which play a role in odor-seeking behavior. In worms that consolidate memory, both sleep and odor conditioning are required to diminish inhibitory synaptic connections between the AWC chemosensory neurons and the AIYs. Thus, we demonstrate in a living organism that sleep is required for events immediately after training that drive memory consolidation and alter synaptic structures.


Asunto(s)
Caenorhabditis elegans , Odorantes , Animales , Caenorhabditis elegans/fisiología , Olfato , Sueño/fisiología , Sinapsis/fisiología
3.
Nat Rev Mol Cell Biol ; 25(8): 617-638, 2024 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-38589640

RESUMEN

The term 'fibroblast' often serves as a catch-all for a diverse array of mesenchymal cells, including perivascular cells, stromal progenitor cells and bona fide fibroblasts. Although phenotypically similar, these subpopulations are functionally distinct, maintaining tissue integrity and serving as local progenitor reservoirs. In response to tissue injury, these cells undergo a dynamic fibroblast-myofibroblast transition, marked by extracellular matrix secretion and contraction of actomyosin-based stress fibres. Importantly, whereas transient activation into myofibroblasts aids in tissue repair, persistent activation triggers pathological fibrosis. In this Review, we discuss the roles of mechanical cues, such as tissue stiffness and strain, alongside cell signalling pathways and extracellular matrix ligands in modulating myofibroblast activation and survival. We also highlight the role of epigenetic modifications and myofibroblast memory in physiological and pathological processes. Finally, we discuss potential strategies for therapeutically interfering with these factors and the associated signal transduction pathways to improve the outcome of dysregulated healing.


Asunto(s)
Fibrosis , Miofibroblastos , Cicatrización de Heridas , Humanos , Miofibroblastos/metabolismo , Miofibroblastos/patología , Animales , Fibrosis/metabolismo , Cicatrización de Heridas/fisiología , Transducción de Señal , Matriz Extracelular/metabolismo , Fibroblastos/metabolismo , Fibroblastos/patología , Epigénesis Genética
4.
Cell ; 184(14): 3612-3625.e17, 2021 07 08.
Artículo en Inglés | MEDLINE | ID: mdl-34115980

RESUMEN

Biomolecular condensation is a widespread mechanism of cellular compartmentalization. Because the "survival of motor neuron protein" (SMN) is implicated in the formation of three different membraneless organelles (MLOs), we hypothesized that SMN promotes condensation. Unexpectedly, we found that SMN's globular tudor domain was sufficient for dimerization-induced condensation in vivo, whereas its two intrinsically disordered regions (IDRs) were not. Binding to dimethylarginine (DMA) modified protein ligands was required for condensate formation by the tudor domains in SMN and at least seven other fly and human proteins. Remarkably, asymmetric versus symmetric DMA determined whether two distinct nuclear MLOs-gems and Cajal bodies-were separate or "docked" to one another. This substructure depended on the presence of either asymmetric or symmetric DMA as visualized with sub-diffraction microscopy. Thus, DMA-tudor interaction modules-combinations of tudor domains bound to their DMA ligand(s)-represent versatile yet specific regulators of MLO assembly, composition, and morphology.


Asunto(s)
Arginina/análogos & derivados , Condensados Biomoleculares/metabolismo , Proteínas del Complejo SMN/química , Proteínas del Complejo SMN/metabolismo , Animales , Arginina/metabolismo , Núcleo Celular/metabolismo , Cuerpos Enrollados/metabolismo , Drosophila melanogaster/metabolismo , Células HEK293 , Células HeLa , Humanos , Ligandos , Metilación , Ratones , Modelos Biológicos , Células 3T3 NIH , Unión Proteica , Dominios Proteicos , Multimerización de Proteína , Ribonucleoproteínas Nucleares Pequeñas/metabolismo
5.
Cell ; 181(7): 1502-1517.e23, 2020 06 25.
Artículo en Inglés | MEDLINE | ID: mdl-32559462

RESUMEN

RNA viruses are a major human health threat. The life cycles of many highly pathogenic RNA viruses like influenza A virus (IAV) and Lassa virus depends on host mRNA, because viral polymerases cleave 5'-m7G-capped host transcripts to prime viral mRNA synthesis ("cap-snatching"). We hypothesized that start codons within cap-snatched host transcripts could generate chimeric human-viral mRNAs with coding potential. We report the existence of this mechanism of gene origination, which we named "start-snatching." Depending on the reading frame, start-snatching allows the translation of host and viral "untranslated regions" (UTRs) to create N-terminally extended viral proteins or entirely novel polypeptides by genetic overprinting. We show that both types of chimeric proteins are made in IAV-infected cells, generate T cell responses, and contribute to virulence. Our results indicate that during infection with IAV, and likely a multitude of other human, animal and plant viruses, a host-dependent mechanism allows the genesis of hybrid genes.


Asunto(s)
Caperuzas de ARN/genética , Infecciones por Virus ARN/genética , Proteínas Recombinantes de Fusión/genética , Regiones no Traducidas 5'/genética , Animales , Bovinos , Línea Celular , Cricetinae , Perros , Humanos , Virus de la Influenza A/metabolismo , Ratones , Proteínas Mutantes Quiméricas/genética , Proteínas Mutantes Quiméricas/metabolismo , Sistemas de Lectura Abierta/genética , Caperuzas de ARN/metabolismo , Infecciones por Virus ARN/metabolismo , Virus ARN/genética , ARN Mensajero/genética , ARN Mensajero/metabolismo , ARN Viral/metabolismo , ARN Polimerasa Dependiente del ARN/genética , ARN Polimerasa Dependiente del ARN/metabolismo , Proteínas Recombinantes de Fusión/metabolismo , Transcripción Genética/genética , Proteínas Virales/metabolismo , Replicación Viral/genética
6.
Cell ; 174(5): 1293-1308.e36, 2018 08 23.
Artículo en Inglés | MEDLINE | ID: mdl-29961579

RESUMEN

Knowledge of immune cell phenotypes in the tumor microenvironment is essential for understanding mechanisms of cancer progression and immunotherapy response. We profiled 45,000 immune cells from eight breast carcinomas, as well as matched normal breast tissue, blood, and lymph nodes, using single-cell RNA-seq. We developed a preprocessing pipeline, SEQC, and a Bayesian clustering and normalization method, Biscuit, to address computational challenges inherent to single-cell data. Despite significant similarity between normal and tumor tissue-resident immune cells, we observed continuous phenotypic expansions specific to the tumor microenvironment. Analysis of paired single-cell RNA and T cell receptor (TCR) sequencing data from 27,000 additional T cells revealed the combinatorial impact of TCR utilization on phenotypic diversity. Our results support a model of continuous activation in T cells and do not comport with the macrophage polarization model in cancer. Our results have important implications for characterizing tumor-infiltrating immune cells.


Asunto(s)
Neoplasias de la Mama/inmunología , Regulación Neoplásica de la Expresión Génica , Receptores de Antígenos de Linfocitos T/metabolismo , Análisis de Secuencia de ARN , Análisis de la Célula Individual , Microambiente Tumoral/inmunología , Teorema de Bayes , Neoplasias de la Mama/patología , Análisis por Conglomerados , Biología Computacional , Femenino , Perfilación de la Expresión Génica , Humanos , Sistema Inmunológico , Inmunoterapia/métodos , Ganglios Linfáticos , Linfocitos Infiltrantes de Tumor , Macrófagos/metabolismo , Fenotipo , Transcriptoma
7.
Cell ; 175(5): 1228-1243.e20, 2018 11 15.
Artículo en Inglés | MEDLINE | ID: mdl-30392959

RESUMEN

Genetic drivers of cancer can be dysregulated through epigenetic modifications of DNA. Although the critical role of DNA 5-methylcytosine (5mC) in the regulation of transcription is recognized, the functions of other non-canonical DNA modifications remain obscure. Here, we report the identification of novel N6-methyladenine (N6-mA) DNA modifications in human tissues and implicate this epigenetic mark in human disease, specifically the highly malignant brain cancer glioblastoma. Glioblastoma markedly upregulated N6-mA levels, which co-localized with heterochromatic histone modifications, predominantly H3K9me3. N6-mA levels were dynamically regulated by the DNA demethylase ALKBH1, depletion of which led to transcriptional silencing of oncogenic pathways through decreasing chromatin accessibility. Targeting the N6-mA regulator ALKBH1 in patient-derived human glioblastoma models inhibited tumor cell proliferation and extended the survival of tumor-bearing mice, supporting this novel DNA modification as a potential therapeutic target for glioblastoma. Collectively, our results uncover a novel epigenetic node in cancer through the DNA modification N6-mA.


Asunto(s)
Adenina/análogos & derivados , Neoplasias Encefálicas/patología , Metilación de ADN , Glioblastoma/patología , Adenina/análisis , Adenina/química , Adulto , Anciano , Histona H2a Dioxigenasa, Homólogo 1 de AlkB/antagonistas & inhibidores , Histona H2a Dioxigenasa, Homólogo 1 de AlkB/genética , Histona H2a Dioxigenasa, Homólogo 1 de AlkB/metabolismo , Animales , Astrocitos/citología , Astrocitos/metabolismo , Neoplasias Encefálicas/metabolismo , Neoplasias Encefálicas/mortalidad , Hipoxia de la Célula , Niño , Epigenómica , Femenino , Glioblastoma/metabolismo , Glioblastoma/mortalidad , Heterocromatina/metabolismo , Histonas/metabolismo , Humanos , Estimación de Kaplan-Meier , Masculino , Ratones , Persona de Mediana Edad , Células Madre Neoplásicas/citología , Células Madre Neoplásicas/metabolismo , Interferencia de ARN , ARN Interferente Pequeño/metabolismo , Proteína p53 Supresora de Tumor/metabolismo
8.
Cell ; 175(1): 117-132.e21, 2018 09 20.
Artículo en Inglés | MEDLINE | ID: mdl-30197082

RESUMEN

The metabolic state of a cell is influenced by cell-extrinsic factors, including nutrient availability and growth factor signaling. Here, we present extracellular matrix (ECM) remodeling as another fundamental node of cell-extrinsic metabolic regulation. Unbiased analysis of glycolytic drivers identified the hyaluronan-mediated motility receptor as being among the most highly correlated with glycolysis in cancer. Confirming a mechanistic link between the ECM component hyaluronan and metabolism, treatment of cells and xenografts with hyaluronidase triggers a robust increase in glycolysis. This is largely achieved through rapid receptor tyrosine kinase-mediated induction of the mRNA decay factor ZFP36, which targets TXNIP transcripts for degradation. Because TXNIP promotes internalization of the glucose transporter GLUT1, its acute decline enriches GLUT1 at the plasma membrane. Functionally, induction of glycolysis by hyaluronidase is required for concomitant acceleration of cell migration. This interconnection between ECM remodeling and metabolism is exhibited in dynamic tissue states, including tumorigenesis and embryogenesis.


Asunto(s)
Proteínas Portadoras/fisiología , Matriz Extracelular/metabolismo , Matriz Extracelular/fisiología , Metabolismo de los Hidratos de Carbono/fisiología , Proteínas Portadoras/metabolismo , Línea Celular Tumoral , Glucosa/metabolismo , Transportador de Glucosa de Tipo 1 , Glucólisis/fisiología , Humanos , Ácido Hialurónico/fisiología , Hialuronoglucosaminidasa/farmacología , Péptidos y Proteínas de Señalización Intercelular/metabolismo , Transducción de Señal , Tristetraprolina/metabolismo , Tristetraprolina/fisiología
10.
Mol Cell ; 82(6): 1107-1122.e7, 2022 03 17.
Artículo en Inglés | MEDLINE | ID: mdl-35303483

RESUMEN

Splicing factor mutations are common among cancers, recently emerging as drivers of myeloid malignancies. U2AF1 carries hotspot mutations in its RNA-binding motifs; however, how they affect splicing and promote cancer remain unclear. The U2AF1/U2AF2 heterodimer is critical for 3' splice site (3'SS) definition. To specifically unmask changes in U2AF1 function in vivo, we developed a crosslinking and immunoprecipitation procedure that detects contacts between U2AF1 and the 3'SS AG at single-nucleotide resolution. Our data reveal that the U2AF1 S34F and Q157R mutants establish new 3'SS contacts at -3 and +1 nucleotides, respectively. These effects compromise U2AF2-RNA interactions, resulting predominantly in intron retention and exon exclusion. Integrating RNA binding, splicing, and turnover data, we predicted that U2AF1 mutations directly affect stress granule components, which was corroborated by single-cell RNA-seq. Remarkably, U2AF1-mutant cell lines and patient-derived MDS/AML blasts displayed a heightened stress granule response, pointing to a novel role for biomolecular condensates in adaptive oncogenic strategies.


Asunto(s)
Leucemia Mieloide Aguda , Síndromes Mielodisplásicos , Factor de Empalme U2AF , Gránulos de Estrés , Humanos , Leucemia Mieloide Aguda/genética , Mutación , Síndromes Mielodisplásicos/genética , Sitios de Empalme de ARN , Empalme del ARN/genética , Proteínas de Unión al ARN/genética , Factor de Empalme U2AF/genética , Factor de Empalme U2AF/metabolismo , Gránulos de Estrés/metabolismo
11.
Annu Rev Microbiol ; 2024 Jul 17.
Artículo en Inglés | MEDLINE | ID: mdl-39018471

RESUMEN

The micronutrient iron is essential for phytoplankton growth due to its central role in a wide variety of key metabolic processes including photosynthesis and nitrate assimilation. As a result of scarce bioavailable iron in seawater, marine primary productivity is often iron-limited with future iron supplies remaining uncertain. Although evolutionary constraints resulted in high cellular iron requirements, phytoplankton evolved diverse mechanisms that enable uptake of multiple forms of iron, storage of iron over short and long timescales, and modulation of their iron requirement under stress. Genomics continues to increase our understanding of iron-related proteins that are homologous to those characterized in other model organisms, while recently, molecular and cell biology is revealing unique genes and processes with connections to iron acquisition or use. Moreover, there are an increasing number of examples showing the interplay between iron uptake and extracellular processes such as boundary layer chemistry and microbial interactions.

12.
Cell ; 157(2): 433-446, 2014 Apr 10.
Artículo en Inglés | MEDLINE | ID: mdl-24725409

RESUMEN

Transporting epithelial cells build apical microvilli to increase membrane surface area and enhance absorptive capacity. The intestinal brush border provides an elaborate example with tightly packed microvilli that function in nutrient absorption and host defense. Although the brush border is essential for physiological homeostasis, its assembly is poorly understood. We found that brush border assembly is driven by the formation of Ca(2+)-dependent adhesion links between adjacent microvilli. Intermicrovillar links are composed of protocadherin-24 and mucin-like protocadherin, which target to microvillar tips and interact to form a trans-heterophilic complex. The cytoplasmic domains of microvillar protocadherins interact with the scaffolding protein, harmonin, and myosin-7b, which promote localization to microvillar tips. Finally, a mouse model of Usher syndrome lacking harmonin exhibits microvillar protocadherin mislocalization and severe defects in brush border morphology. These data reveal an adhesion-based mechanism for brush border assembly and illuminate the basis of intestinal pathology in patients with Usher syndrome. PAPERFLICK:


Asunto(s)
Cadherinas/metabolismo , Enterocitos/metabolismo , Microvellosidades/metabolismo , Animales , Células COS , Células CACO-2 , Proteínas Relacionadas con las Cadherinas , Calcio/metabolismo , Proteínas Portadoras/genética , Proteínas Portadoras/metabolismo , Proteínas de Ciclo Celular , Chlorocebus aethiops , Proteínas del Citoesqueleto , Modelos Animales de Enfermedad , Enterocitos/citología , Células HEK293 , Humanos , Ratones , Ratones Noqueados , Microvellosidades/ultraestructura , Miosinas/metabolismo , Síndromes de Usher/patología
13.
Mol Cell ; 81(21): 4440-4456.e7, 2021 11 04.
Artículo en Inglés | MEDLINE | ID: mdl-34597596

RESUMEN

Protection of stalled replication forks is critical to genomic stability. Using genetic and proteomic analyses, we discovered the Protexin complex containing the ssDNA binding protein SCAI and the DNA polymerase REV3. Protexin is required specifically for protecting forks stalled by nucleotide depletion, fork barriers, fragile sites, and DNA inter-strand crosslinks (ICLs), where it promotes homologous recombination and repair. Protexin loss leads to ssDNA accumulation and profound genomic instability in response to ICLs. Protexin interacts with RNA POL2, and both oppose EXO1's resection of DNA on forks remodeled by the FANCM translocase activity. This pathway acts independently of BRCA/RAD51-mediated fork stabilization, and cells with BRCA2 mutations were dependent on SCAI for survival. These data suggest that Protexin and its associated factors establish a new fork protection pathway that counteracts fork resection in part through a REV3 polymerase-dependent resynthesis mechanism of excised DNA, particularly at ICL stalled forks.


Asunto(s)
Proteína BRCA2/metabolismo , ADN Helicasas/metabolismo , Enzimas Reparadoras del ADN/metabolismo , Proteínas de Unión al ADN/química , ADN Polimerasa Dirigida por ADN/química , Exodesoxirribonucleasas/metabolismo , Factores de Transcripción/química , Animales , Sistemas CRISPR-Cas , Línea Celular Tumoral , Reparación del ADN , ADN de Cadena Simple/química , ADN de Cadena Simple/metabolismo , Células HeLa , Humanos , Ácido Mevalónico , Ratones , Complejos Multiproteicos , Mutación , Unión Proteica , Conformación Proteica , ARN Guía de Kinetoplastida/metabolismo , ARN Interferente Pequeño/metabolismo , Recombinación Genética
14.
Nat Immunol ; 22(10): 1203-1204, 2021 10.
Artículo en Inglés | MEDLINE | ID: mdl-34556882
16.
Cell ; 153(1): 139-52, 2013 Mar 28.
Artículo en Inglés | MEDLINE | ID: mdl-23540695

RESUMEN

Glioblastomas (GBMs) are highly vascular and lethal brain tumors that display cellular hierarchies containing self-renewing tumorigenic glioma stem cells (GSCs). Because GSCs often reside in perivascular niches and may undergo mesenchymal differentiation, we interrogated GSC potential to generate vascular pericytes. Here, we show that GSCs give rise to pericytes to support vessel function and tumor growth. In vivo cell lineage tracing with constitutive and lineage-specific fluorescent reporters demonstrated that GSCs generate the majority of vascular pericytes. Selective elimination of GSC-derived pericytes disrupts the neovasculature and potently inhibits tumor growth. Analysis of human GBM specimens showed that most pericytes are derived from neoplastic cells. GSCs are recruited toward endothelial cells via the SDF-1/CXCR4 axis and are induced to become pericytes predominantly by transforming growth factor ß. Thus, GSCs contribute to vascular pericytes that may actively remodel perivascular niches. Therapeutic targeting of GSC-derived pericytes may effectively block tumor progression and improve antiangiogenic therapy.


Asunto(s)
Neoplasias Encefálicas/patología , Glioblastoma/patología , Células Madre Neoplásicas/patología , Pericitos/patología , Animales , Encéfalo/patología , Neoplasias Encefálicas/irrigación sanguínea , Diferenciación Celular , Células Endoteliales/patología , Glioblastoma/irrigación sanguínea , Humanos , Ratones , Ratones Endogámicos BALB C , Ratones Desnudos , Trasplante de Neoplasias , Factor de Crecimiento Transformador beta/metabolismo , Trasplante Heterólogo
17.
N Engl J Med ; 2024 Sep 14.
Artículo en Inglés | MEDLINE | ID: mdl-39282907

RESUMEN

BACKGROUND: Cachexia is a common complication of cancer and is associated with an increased risk of death. The level of growth differentiation factor 15 (GDF-15), a circulating cytokine, is elevated in cancer cachexia. In a small, open-label, phase 1b study involving patients with cancer cachexia, ponsegromab, a humanized monoclonal antibody inhibiting GDF-15, was associated with improved weight, appetite, and physical activity, along with suppressed serum GDF-15 levels. METHODS: In this phase 2, randomized, double-blind, 12-week trial, we assigned patients with cancer cachexia and an elevated serum GDF-15 level (≥1500 pg per milliliter) in a 1:1:1:1 ratio to receive ponsegromab at a dose of 100 mg, 200 mg, or 400 mg or to receive placebo, administered subcutaneously every 4 weeks for three doses. The primary end point was the change from baseline in body weight at 12 weeks. Key secondary end points were appetite and cachexia symptoms, digital measures of physical activity, and safety. RESULTS: A total of 187 patients underwent randomization. Of these patients, 40% had non-small-cell lung cancer, 32% had pancreatic cancer, and 29% had colorectal cancer. At 12 weeks, patients in the ponsegromab groups had significantly greater weight gain than those in the placebo group, with a median between-group difference of 1.22 kg (95% credible interval, 0.37 to 2.25) in the 100-mg group, 1.92 (95% credible interval, 0.92 to 2.97) in the 200-mg group, and 2.81 (95% credible interval, 1.55 to 4.08) in the 400-mg group. Improvements were observed across measures of appetite and cachexia symptoms, along with physical activity, in the 400-mg ponsegromab group relative to placebo. Adverse events of any cause were reported in 70% of the patients in the ponsegromab group and in 80% of those in the placebo group. CONCLUSIONS: Among patients with cancer cachexia and elevated GDF-15 levels, the inhibition of GDF-15 with ponsegromab resulted in increased weight gain and overall activity level and reduced cachexia symptoms, findings that confirmed the role of GDF-15 as a driver of cachexia. (Funded by Pfizer; ClinicalTrials.gov number, NCT05546476.).

18.
Nat Methods ; 21(3): 391-400, 2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-38374264

RESUMEN

Deciphering cell-type heterogeneity is crucial for systematically understanding tissue homeostasis and its dysregulation in diseases. Computational deconvolution is an efficient approach for estimating cell-type abundances from a variety of omics data. Despite substantial methodological progress in computational deconvolution in recent years, challenges are still outstanding. Here we enlist four important challenges related to computational deconvolution: the quality of the reference data, generation of ground truth data, limitations of computational methodologies, and benchmarking design and implementation. Finally, we make recommendations on reference data generation, new directions of computational methodologies, and strategies to promote rigorous benchmarking.


Asunto(s)
Biología Computacional , Genómica , Biología Computacional/métodos , Benchmarking
19.
Nat Methods ; 21(7): 1349-1363, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38849569

RESUMEN

The Long-read RNA-Seq Genome Annotation Assessment Project Consortium was formed to evaluate the effectiveness of long-read approaches for transcriptome analysis. Using different protocols and sequencing platforms, the consortium generated over 427 million long-read sequences from complementary DNA and direct RNA datasets, encompassing human, mouse and manatee species. Developers utilized these data to address challenges in transcript isoform detection, quantification and de novo transcript detection. The study revealed that libraries with longer, more accurate sequences produce more accurate transcripts than those with increased read depth, whereas greater read depth improved quantification accuracy. In well-annotated genomes, tools based on reference sequences demonstrated the best performance. Incorporating additional orthogonal data and replicate samples is advised when aiming to detect rare and novel transcripts or using reference-free approaches. This collaborative study offers a benchmark for current practices and provides direction for future method development in transcriptome analysis.


Asunto(s)
Perfilación de la Expresión Génica , RNA-Seq , Humanos , Animales , Ratones , RNA-Seq/métodos , Perfilación de la Expresión Génica/métodos , Transcriptoma , Análisis de Secuencia de ARN/métodos , Anotación de Secuencia Molecular/métodos
20.
Nat Rev Genet ; 22(7): 459-476, 2021 07.
Artículo en Inglés | MEDLINE | ID: mdl-33875884

RESUMEN

Single-cell omics is transforming our understanding of cell biology and disease, yet the systems-level analysis and interpretation of single-cell data faces many challenges. In this Perspective, we describe the impact that fundamental concepts from statistical mechanics, notably entropy, stochastic processes and critical phenomena, are having on single-cell data analysis. We further advocate the need for more bottom-up modelling of single-cell data and to embrace a statistical mechanics analysis paradigm to help attain a deeper understanding of single-cell systems biology.


Asunto(s)
Biología Celular , Interpretación Estadística de Datos , Análisis de la Célula Individual , Animales , Biología Computacional , Entropía , Humanos , Modelos Estadísticos , RNA-Seq , Procesos Estocásticos
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